{"id":"W2019443630","doi":"10.6000/1929-6037.2014.03.04.8","title":"Emerging Tools for Recognition and/or Removal of Dyes from Polluted Sites: Molecularly Imprinted Membranes","year":2014,"lang":"en","type":"article","venue":"Journal of Membrane and Separation Technology","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Chemistry; Molecularly imprinted polymer; Molecular imprinting; Chromatography; Selectivity; Organic chemistry; Biochemistry; Catalysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003390985,0.0008450937,0.0007216841,0.001050659,0.000145677,0.0007355746,0.000842868,0.001263869,0.001510063],"category_scores_gemma":[0.0003945213,0.0004348466,0.0005969071,0.0009769459,0.0003984715,0.001878142,0.000538572,0.001676415,0.001897615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003705544,"about_ca_system_score_gemma":0.0002096755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001334231,"about_ca_topic_score_gemma":0.000148965,"domain_scores_codex":[0.9996238,0.00005854735,0.00002544938,0.00008030914,0.000172487,0.00003944231],"domain_scores_gemma":[0.9998672,0.00005067137,0.00003224418,0.000008249674,0.00003114755,0.0000104158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001236549,0.0001448159,0.0002967682,0.01687767,0.0001723894,0.0009752061,0.000208318,0.001457306,0.553955,0.01639902,0.01089299,0.3984968],"study_design_scores_gemma":[0.00001651147,0.0005785839,0.001061996,0.0008075364,0.0001395466,0.004162673,0.0001129962,0.00256752,0.391018,0.004146838,0.5952871,0.0001007504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.00752579,0.9372485,0.04440584,0.0007007609,0.001045061,0.00005872638,0.0001919744,0.0003912564,0.008432037],"genre_scores_gemma":[0.04892061,0.8944049,0.04156071,0.001198617,0.001128201,0.0001658383,0.0004435547,0.00007984612,0.01209781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001510063,"threshold_uncertainty_score":0.005051613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03948181303933632,"score_gpt":0.3137309896208487,"score_spread":0.2742491765815124,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}